KR101970041B1 - 하이브리드 지피유/씨피유(gpu/cpu) 데이터 처리 방법 - Google Patents
하이브리드 지피유/씨피유(gpu/cpu) 데이터 처리 방법 Download PDFInfo
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- KR101970041B1 KR101970041B1 KR1020157007386A KR20157007386A KR101970041B1 KR 101970041 B1 KR101970041 B1 KR 101970041B1 KR 1020157007386 A KR1020157007386 A KR 1020157007386A KR 20157007386 A KR20157007386 A KR 20157007386A KR 101970041 B1 KR101970041 B1 KR 101970041B1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/46—Multiprogramming arrangements
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/28—Constructional details of speech recognition systems
- G10L15/34—Adaptation of a single recogniser for parallel processing, e.g. by use of multiple processors or cloud computing
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/16—Sound input; Sound output
- G06F3/167—Audio in a user interface, e.g. using voice commands for navigating, audio feedback
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/22—Procedures used during a speech recognition process, e.g. man-machine dialogue
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L2015/081—Search algorithms, e.g. Baum-Welch or Viterbi
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/22—Procedures used during a speech recognition process, e.g. man-machine dialogue
- G10L2015/223—Execution procedure of a spoken command
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Human Computer Interaction (AREA)
- Multimedia (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
- Acoustics & Sound (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- General Health & Medical Sciences (AREA)
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Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
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US201261743607P | 2012-09-07 | 2012-09-07 | |
US61/743,607 | 2012-09-07 | ||
PCT/US2013/058829 WO2014040003A1 (en) | 2012-09-07 | 2013-09-09 | Methods for hybrid gpu/cpu data processing |
Publications (2)
Publication Number | Publication Date |
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KR20150065171A KR20150065171A (ko) | 2015-06-12 |
KR101970041B1 true KR101970041B1 (ko) | 2019-04-18 |
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KR1020157007386A KR101970041B1 (ko) | 2012-09-07 | 2013-09-09 | 하이브리드 지피유/씨피유(gpu/cpu) 데이터 처리 방법 |
Country Status (7)
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US (1) | US9558748B2 (zh) |
EP (1) | EP2893435B1 (zh) |
JP (1) | JP6346893B2 (zh) |
KR (1) | KR101970041B1 (zh) |
CN (1) | CN104903849B (zh) |
HK (1) | HK1214869A1 (zh) |
WO (1) | WO2014040003A1 (zh) |
Families Citing this family (22)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2014050981A1 (ja) * | 2012-09-27 | 2014-04-03 | 日本電気株式会社 | テキスト情報監視用辞書作成装置、テキスト情報監視用辞書作成方法、及び、テキスト情報監視用辞書作成プログラム |
US20150234937A1 (en) * | 2012-09-27 | 2015-08-20 | Nec Corporation | Information retrieval system, information retrieval method and computer-readable medium |
CN103971686B (zh) * | 2013-01-30 | 2015-06-10 | 腾讯科技(深圳)有限公司 | 自动语音识别方法和系统 |
CN104202209B (zh) * | 2014-08-05 | 2017-12-22 | 北京遥测技术研究所 | 一种基于cuda的多体制信号频率快速捕获实现方法 |
KR102248787B1 (ko) * | 2014-08-28 | 2021-05-06 | 삼성전자 주식회사 | Gpu의 리소스에 대한 전력 소비 제어방법 및 장치 |
US10417052B2 (en) | 2014-10-31 | 2019-09-17 | Hewlett Packard Enterprise Development Lp | Integrated heterogeneous processing units |
JP6453631B2 (ja) * | 2014-11-28 | 2019-01-16 | 株式会社東芝 | 認識システム、認識方法およびプログラム |
US10140572B2 (en) | 2015-06-25 | 2018-11-27 | Microsoft Technology Licensing, Llc | Memory bandwidth management for deep learning applications |
US10002402B2 (en) | 2015-07-23 | 2018-06-19 | Sony Corporation | Learning convolution neural networks on heterogeneous CPU-GPU platform |
CN105577229B (zh) * | 2015-12-07 | 2018-04-13 | 中国电子科技集团公司第十研究所 | Cpu辅助gpu实现扩频信号快速捕获方法 |
US10453445B2 (en) * | 2016-02-16 | 2019-10-22 | Carnegie Mellon University | System and method for multi-user GPU-accelerated speech recognition engine for client-server architectures |
US11107461B2 (en) | 2016-06-01 | 2021-08-31 | Massachusetts Institute Of Technology | Low-power automatic speech recognition device |
US10446138B2 (en) | 2017-05-23 | 2019-10-15 | Verbit Software Ltd. | System and method for assessing audio files for transcription services |
KR102339716B1 (ko) * | 2017-06-30 | 2021-12-14 | 삼성에스디에스 주식회사 | 음성 인식 방법 및 그 장치 |
CN109388428B (zh) * | 2017-08-11 | 2021-05-04 | 华为技术有限公司 | 图层遍历方法、控制装置及数据处理系统 |
KR102699040B1 (ko) | 2017-11-15 | 2024-08-26 | 삼성전자주식회사 | 뉴럴 네트워크 모델들의 공용 연산 그룹을 단일 처리하는 뉴럴 네트워크 시스템, 이를 포함하는 애플리케이션 프로세서 및 뉴럴 네트워크 시스템의 동작방법 |
US11775815B2 (en) * | 2018-08-10 | 2023-10-03 | Samsung Electronics Co., Ltd. | System and method for deep memory network |
JPWO2020179193A1 (zh) * | 2019-03-04 | 2020-09-10 | ||
US11011156B2 (en) | 2019-04-11 | 2021-05-18 | International Business Machines Corporation | Training data modification for training model |
US11803733B2 (en) | 2019-08-01 | 2023-10-31 | Samsung Electronics Co., Ltd. | Method for implementing neural network model in heterogeneous computing platform and apparatus for performing the same |
CN112581582B (zh) * | 2020-12-24 | 2024-08-16 | 西安翔腾微电子科技有限公司 | 一种基于SysML视图的GPU光栅化模块的TLM装置及操作方法 |
CN113360187B (zh) * | 2021-04-22 | 2022-11-04 | 电子科技大学 | 一种基于CUDA与OpenMP的三维Kriging算法协同加速方法 |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2005091518A (ja) | 2003-09-12 | 2005-04-07 | Nippon Hoso Kyokai <Nhk> | 音声認識装置及び音声認識プログラム |
US20080100629A1 (en) | 2003-11-19 | 2008-05-01 | Reuven Bakalash | Computing system capable of parallelizing the operation of multiple graphics processing units (GPUS) supported on a CPU/GPU fusion-type chip and/or multiple GPUS supported on an external graphics card |
JP2009086202A (ja) * | 2007-09-28 | 2009-04-23 | Kddi Corp | 音声認識における音響尤度並列計算装置及びそのプログラム |
US20110022385A1 (en) * | 2009-07-23 | 2011-01-27 | Kddi Corporation | Method and equipment of pattern recognition, its program and its recording medium |
US20110202745A1 (en) | 2010-02-17 | 2011-08-18 | International Business Machines Corporation | Method and apparatus for computing massive spatio-temporal correlations using a hybrid cpu-gpu approach |
Family Cites Families (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPS62199860A (ja) | 1986-02-18 | 1987-09-03 | カイハツボ−ド株式会社 | 木質繊維マツト |
US5477451A (en) * | 1991-07-25 | 1995-12-19 | International Business Machines Corp. | Method and system for natural language translation |
US5388183A (en) * | 1991-09-30 | 1995-02-07 | Kurzwell Applied Intelligence, Inc. | Speech recognition providing multiple outputs |
US6249761B1 (en) * | 1997-09-30 | 2001-06-19 | At&T Corp. | Assigning and processing states and arcs of a speech recognition model in parallel processors |
GB2409750B (en) * | 2004-01-05 | 2006-03-15 | Toshiba Res Europ Ltd | Speech recognition system and technique |
US7734460B2 (en) * | 2005-12-20 | 2010-06-08 | Microsoft Corporation | Time asynchronous decoding for long-span trajectory model |
US7877256B2 (en) * | 2006-02-17 | 2011-01-25 | Microsoft Corporation | Time synchronous decoding for long-span hidden trajectory model |
JP4439491B2 (ja) | 2006-05-24 | 2010-03-24 | 株式会社ソニー・コンピュータエンタテインメント | マルチグラフィックスプロセッサシステム、グラフィックスプロセッサおよびデータ転送方法 |
US8566259B2 (en) | 2009-09-04 | 2013-10-22 | The Regents Of The University Of California | Method and system for parallel statistical inference on highly parallel platforms |
US8484154B2 (en) * | 2009-12-14 | 2013-07-09 | Intel Corporation | Methods and systems to traverse graph-based networks |
US9747413B2 (en) * | 2010-07-20 | 2017-08-29 | King Abdullah University Of Science And Technology | Adaptive processing for sequence alignment |
US8830245B2 (en) * | 2010-12-14 | 2014-09-09 | Amazon Technologies, Inc. | Load balancing between general purpose processors and graphics processors |
US9240184B1 (en) * | 2012-11-15 | 2016-01-19 | Google Inc. | Frame-level combination of deep neural network and gaussian mixture models |
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2013
- 2013-09-09 EP EP13834877.6A patent/EP2893435B1/en active Active
- 2013-09-09 WO PCT/US2013/058829 patent/WO2014040003A1/en active Application Filing
- 2013-09-09 KR KR1020157007386A patent/KR101970041B1/ko active IP Right Grant
- 2013-09-09 US US14/426,735 patent/US9558748B2/en active Active
- 2013-09-09 JP JP2015531297A patent/JP6346893B2/ja not_active Expired - Fee Related
- 2013-09-09 CN CN201380046737.0A patent/CN104903849B/zh active Active
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2016
- 2016-01-14 HK HK16100417.7A patent/HK1214869A1/zh unknown
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2005091518A (ja) | 2003-09-12 | 2005-04-07 | Nippon Hoso Kyokai <Nhk> | 音声認識装置及び音声認識プログラム |
US20080100629A1 (en) | 2003-11-19 | 2008-05-01 | Reuven Bakalash | Computing system capable of parallelizing the operation of multiple graphics processing units (GPUS) supported on a CPU/GPU fusion-type chip and/or multiple GPUS supported on an external graphics card |
JP2009086202A (ja) * | 2007-09-28 | 2009-04-23 | Kddi Corp | 音声認識における音響尤度並列計算装置及びそのプログラム |
US20110022385A1 (en) * | 2009-07-23 | 2011-01-27 | Kddi Corporation | Method and equipment of pattern recognition, its program and its recording medium |
US20110202745A1 (en) | 2010-02-17 | 2011-08-18 | International Business Machines Corporation | Method and apparatus for computing massive spatio-temporal correlations using a hybrid cpu-gpu approach |
Also Published As
Publication number | Publication date |
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KR20150065171A (ko) | 2015-06-12 |
CN104903849B (zh) | 2017-11-28 |
WO2014040003A1 (en) | 2014-03-13 |
US9558748B2 (en) | 2017-01-31 |
JP6346893B2 (ja) | 2018-06-20 |
CN104903849A (zh) | 2015-09-09 |
US20150243285A1 (en) | 2015-08-27 |
EP2893435B1 (en) | 2019-05-08 |
EP2893435A4 (en) | 2016-05-04 |
HK1214869A1 (zh) | 2016-08-05 |
JP2015529350A (ja) | 2015-10-05 |
EP2893435A1 (en) | 2015-07-15 |
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